Table 1.
Simulation and real data | ||||||
---|---|---|---|---|---|---|
Splat balance | Splat imbalance | Real dataset | ||||
ARI | NMI | ARI | NMI | ARI | NMI | |
CIDR | 0.19 | 0.24 | 0.35 | 0.37 | 0.41 | 0.50 |
SIMLR | 0.19 | 0.34 | 0.20 | 0.34 | 0.55 | 0.67 |
scDeepCluster | 0.25 | 0.30 | 0.46 | 0.54 | 0.49 | 0.69 |
mask MSE | 0.39 | 0.45 | 0.57 | 0.58 | 0.71 | 0.69 |
weight MSE | 0.76 | 0.78 | 0.86 | 0.85 | 0.71 | 0.69 |
ZINB | 0.79 | 0.80 | 0.81 | 0.87 | 0.76 | 0.77 |
D-scDMFK | 0.87 | 0.85 | 0.86 | 0.87 | 0.79 | 0.80 |
scDMFK | 0.81 | 0.80 | 0.89 | 0.84 | 0.84 | 0.82 |
The bold values represent the maximum value of the corresponding column.